Category: Machine Learning

Camera-LiDAR fusion with neural networks for obstacle detection and tracking on autonomous vehicles

Summary and data subjects :   The goal of this project is to develop a pipeline for merging images from Cameras and point clouds from LiDAR sensors in order to realize precise 3D obstacle detection and tracking using deep learning techniques. Description :   Camera sensors are common sensor for the perception of autonomous agents. Providing dense color information,…
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25 June 2019 0

Hand joint coordinates estimation using deep learning on surface electromyography

Summary and data subjects :   In the research field of active upper limb prosthesis, one of the main issue is the human machine interface. The state of the art is focused for years on a solution to acquire the intention of the subject in order to develop an accurate control of robotic prosthesis. The most promising…
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25 June 2019 0

Learning sensori-motor mappings using little knowledge: application to manipulation robotics

Summary and data subjects :   The thesis is focused on learning a complex manipulation robotics task using little knowledge. More precisely, the concerned task consists in reaching an object with a serial arm and the objective is to learn it without camera calibration parameters, forward kinematics, handcrafted features, or expert demonstrations. Deep reinforcement learning algorithms suit…
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24 June 2019 0

Image analysis by Deep Learning method applied to the road context in degraded weather conditions

Description :  The artificial vision algorithms used road context may be impacted by adverse weather conditions. It is therefore necessary to improve these algorithms for use in such conditions. In addition, applications developed to operate in road situations require perfectly reliable operation even in adverse weather conditions. Many works allow weather classification, but they do not…
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24 June 2019 0

Study and development of augmented reality (AR) solutions on mobile devices for virtual cosmetic product simulation using deep learning methods.

Summary and data subjects :   Deep learning and artificial intelligence have brought revolutionary advance to the computer vision industry. The overall subject of this project is to improve the user experience of virtual cosmetic product simulation applications (make-up, skin diag, hair coloration etc.).  The first part of this project consists of improving the visual simulation effects…
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24 June 2019 0

Design of a cooperative vision system based on silicon retinas to address ADAS and AD applications

Summary and data subjects :   This project has been funded and carried by Renault Group because the perception in AD (Autonomous Driving) and ADAS (Advanced Driving Assistance Systems) still fails in many user cases despite tremendous efforts in both industrial and research laboratories, and despite huge system’s complexity and computation load. The future of mobility, even autonomous,…
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24 June 2019 0